{"id":"W4312659638","doi":"10.2196/35659","title":"Personalized Help-Seeking Web Application for Chinese-Speaking International University Students: Development and Usability Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council; University of Sydney; Australian Government","keywords":"Psychoeducation; Mental health; Psychological intervention; Usability; Mental health literacy; Medical education; Psychology; Web application; Health literacy; Literacy; Stigma (botany); Mental illness; Medicine; World Wide Web; Health care; Pedagogy; Computer science; Political science; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006047608,0.0005932407,0.0007183614,0.001100566,0.0006546861,0.001023967,0.0005130023,0.0005337765,0.002017913],"category_scores_gemma":[0.008474611,0.0003632345,0.001043058,0.0004940126,0.0003641453,0.0009106449,0.0008815662,0.0005793287,0.0004970614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004308827,"about_ca_system_score_gemma":0.001086439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655176,"about_ca_topic_score_gemma":0.003295525,"domain_scores_codex":[0.9985128,0.0006500256,0.0001932404,0.0001530592,0.0003197057,0.0001711865],"domain_scores_gemma":[0.9946049,0.00301545,0.0002082963,0.0003243535,0.001408241,0.0004388197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0029534,0.03484361,0.200339,0.005528918,0.0004908645,0.004370091,0.07891408,0.001357368,0.05272438,0.0006928263,0.01047654,0.6073089],"study_design_scores_gemma":[0.001651409,0.06036977,0.7694368,0.002612162,0.001575599,0.00504813,0.04594909,0.01983163,0.03934154,0.0005891573,0.05304754,0.0005470892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935869,0.0001451234,0.00210737,0.0000858429,0.00001905673,0.002556862,0.000174663,0.0001626139,0.001161488],"genre_scores_gemma":[0.956431,0.0007312329,0.03499979,0.0002789924,0.0000374653,0.004134828,0.0006562216,0.0001298371,0.002600485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006047608,"threshold_uncertainty_score":0.0319832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09307609931817058,"score_gpt":0.4987582915042171,"score_spread":0.4056821921860466,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}